Trait

ai.h2o.sparkling.ml.models

H2OAutoEncoderMOJOBase

Related Doc: package models

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trait H2OAutoEncoderMOJOBase extends H2OFeatureMOJOModel with H2OAutoEncoderExtraParams

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Inherited
  1. H2OAutoEncoderMOJOBase
  2. H2OAutoEncoderExtraParams
  3. HasInputColsOnMOJO
  4. ParameterConstructorMethods
  5. HasOutputCol
  6. H2OFeatureMOJOModel
  7. H2OFeatureEstimatorBase
  8. H2OMOJOModel
  9. HasFeatureTypesOnMOJO
  10. H2OBaseMOJOParams
  11. HasDataFrameSerializer
  12. SpecificMOJOParameters
  13. H2OMOJOModelUtils
  14. Logging
  15. H2OMOJOWritable
  16. MLWritable
  17. HasMojo
  18. H2OMOJOFlattenedInput
  19. Model
  20. Transformer
  21. PipelineStage
  22. Logging
  23. Params
  24. Serializable
  25. Serializable
  26. Identifiable
  27. AnyRef
  28. Any
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Abstract Value Members

  1. abstract val uid: String

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    Definition Classes
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Concrete Value Members

  1. final def !=(arg0: Any): Boolean

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  2. final def ##(): Int

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  3. final def $[T](param: Param[T]): T

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  4. final def ==(arg0: Any): Boolean

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  5. def applyPredictionUdf(dataset: Dataset[_], udfConstructor: (Array[String]) ⇒ UserDefinedFunction): DataFrame

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    Attributes
    protected
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    H2OMOJOFlattenedInput
  6. def applyPredictionUdfToFlatDataFrame(flatDataFrame: DataFrame, udfConstructor: (Array[String]) ⇒ UserDefinedFunction, inputs: Array[String]): DataFrame

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    Attributes
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    H2OMOJOModelH2OMOJOFlattenedInput
  7. final def asInstanceOf[T0]: T0

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  8. def booleanParam(name: String, doc: String): BooleanParam

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  9. final def clear(param: Param[_]): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    Params
  10. def clone(): AnyRef

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    protected[java.lang]
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    Annotations
    @throws( ... )
  11. final val convertInvalidNumbersToNa: BooleanParam

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    Attributes
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    Definition Classes
    H2OBaseMOJOParams
  12. final val convertUnknownCategoricalLevelsToNa: BooleanParam

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    Attributes
    protected
    Definition Classes
    H2OBaseMOJOParams
  13. def copy(extra: ParamMap): H2OFeatureMOJOModel

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    Definition Classes
    H2OFeatureMOJOModelH2OMOJOModel → Model → Transformer → PipelineStage → Params
  14. def copyExtraParams(to: H2OAutoEncoderExtraParams): Unit

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    Attributes
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    Definition Classes
    H2OAutoEncoderExtraParams
  15. def copyValues[T <: Params](to: T, extra: ParamMap): T

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    Params
  16. final val crossValidationMetrics: MapStringDoubleParam

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    Attributes
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    Definition Classes
    H2OMOJOModel
  17. final val crossValidationMetricsObject: NullableMetricsParam

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    H2OMOJOModel
  18. final val crossValidationMetricsSummary: NullableDataFrameParam

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    H2OMOJOModel
  19. var crossValidationModels: Array[H2OMOJOModel]

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    H2OMOJOModel
  20. final val dataFrameSerializer: Param[String]

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    HasDataFrameSerializer
  21. final def defaultCopy[T <: Params](extra: ParamMap): T

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    Params
  22. final val defaultThreshold: DoubleParam

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    H2OMOJOModel
  23. def doubleArrayParam(name: String, doc: String): DoubleArrayParam

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    ParameterConstructorMethods
  24. def doubleParam(name: String, doc: String): DoubleParam

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  25. final val endTime: LongParam

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    H2OMOJOModel
  26. final def eq(arg0: AnyRef): Boolean

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  27. def equals(arg0: Any): Boolean

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  28. def explainParam(param: Param[_]): String

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    Params
  29. def explainParams(): String

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    Params
  30. def extractCrossValidationMetricsSummary(modelJson: JsonObject): DataFrame

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    Attributes
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    Definition Classes
    H2OMOJOModelUtils
  31. def extractFeatureImportances(outputJson: JsonObject): DataFrame

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    H2OMOJOModelUtils
  32. def extractFeatureTypes(outputJson: JsonObject): Map[String, String]

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    H2OMOJOModelUtils
  33. def extractJsonFieldValue[T](outputJson: JsonObject, fieldName: String, getValue: (JsonElement) ⇒ T, defaultValue: T): T

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    Attributes
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    H2OMOJOModelUtils
  34. def extractMetrics(json: JsonObject, metricType: String): Map[String, Double]

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    H2OMOJOModelUtils
  35. def extractMetricsObject(json: JsonObject, metricType: String, algoName: String, modelCategory: internals.H2OModelCategory.Value, dataFrameSerializerGetter: () ⇒ String): H2OMetrics

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    H2OMOJOModelUtils
  36. def extractModelCategory(outputJson: JsonObject): internals.H2OModelCategory.Value

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    H2OMOJOModelUtils
  37. final def extractParamMap(): ParamMap

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    Params
  38. final def extractParamMap(extra: ParamMap): ParamMap

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    Params
  39. def extractParams(modelJson: JsonObject): Map[String, String]

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    H2OMOJOModelUtils
  40. def extractScoringHistory(outputJson: JsonObject): DataFrame

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    H2OMOJOModelUtils
  41. final val featureImportances: NullableDataFrameParam

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    H2OMOJOModel
  42. final val featureTypes: MapStringStringParam

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    HasFeatureTypesOnMOJO
  43. def finalize(): Unit

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    @throws( classOf[java.lang.Throwable] )
  44. def floatParam(name: String, doc: String): FloatParam

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  45. final def get[T](param: Param[T]): Option[T]

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  46. final def getClass(): Class[_]

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  47. def getConvertInvalidNumbersToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  48. def getConvertUnknownCategoricalLevelsToNa(): Boolean

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    Definition Classes
    H2OBaseMOJOParams
  49. def getCrossValidationMetrics(): Map[String, Double]

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    Returns a map of all combined cross-validation holdout metrics of the Double type.

    Returns a map of all combined cross-validation holdout metrics of the Double type.

    Definition Classes
    H2OMOJOModel
  50. def getCrossValidationMetricsObject(): H2OMetrics

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    Returns an object holding all metrics of the Double type and also more complex performance information combined from cross-validation holdouts.

    Returns an object holding all metrics of the Double type and also more complex performance information combined from cross-validation holdouts.

    Definition Classes
    H2OMOJOModel
  51. def getCrossValidationMetricsSummary(): DataFrame

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    Returns a data frame with information about performance of individual folds according to various model metrics.

    Returns a data frame with information about performance of individual folds according to various model metrics.

    Definition Classes
    H2OMOJOModel
  52. def getCrossValidationModels(): Seq[H2OAutoEncoderMOJOBase.this.type]

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    Definition Classes
    H2OMOJOModel
  53. def getCurrentMetrics(): Map[String, Double]

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    Returns a map of all metrics of the Double type.

    Returns a map of all metrics of the Double type. If the nfolds parameter was set, the metrics were combined from cross-validation holdouts. If cross validations wasn't enabled, the metrics were calculated from a validation dataset. If the validation dataset wasn't available, the metrics were calculated from the training dataset.

    Definition Classes
    H2OMOJOModel
  54. def getCurrentMetricsObject(): H2OMetrics

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    Returns an object holding all metrics of the Double type and also more complex performance information.

    Returns an object holding all metrics of the Double type and also more complex performance information. If the nfolds parameter was set, the object was combined from cross-validation holdouts. If cross validations wasn't enabled, the object was calculated from a validation dataset. If the validation dataset wasn't available, the object was calculated from the training dataset.

    Definition Classes
    H2OMOJOModel
  55. def getDataFrameSerializer(): String

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    Definition Classes
    HasDataFrameSerializer
  56. final def getDefault[T](param: Param[T]): Option[T]

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    Params
  57. def getDefaultThreshold(): Double

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    Definition Classes
    H2OMOJOModel
  58. def getDomainValues(): Map[String, Array[String]]

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    Definition Classes
    H2OMOJOModel
  59. def getEndTime(): Long

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    Definition Classes
    H2OMOJOModel
  60. def getFeatureImportances(): DataFrame

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    Definition Classes
    H2OMOJOModel
  61. def getFeatureTypes(): Map[String, String]

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    Definition Classes
    HasFeatureTypesOnMOJO
  62. def getInputCols(): Array[String]

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    Definition Classes
    HasInputColsOnMOJO
  63. def getMSECol(): String

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    Definition Classes
    H2OAutoEncoderExtraParams
  64. def getModelCategory(): String

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    Definition Classes
    H2OMOJOModel
  65. def getModelDetails(): String

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    Definition Classes
    H2OMOJOModel
  66. def getModelDetails(modelJson: JsonObject): String

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    H2OMOJOModelUtils
  67. def getModelJson(mojo: File): JsonObject

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    H2OMOJOModelUtils
  68. final def getOrDefault[T](param: Param[T]): T

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    Definition Classes
    Params
  69. def getOriginalCol(): String

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    Definition Classes
    H2OAutoEncoderExtraParams
  70. def getOutputCol(): String

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    Definition Classes
    HasOutputCol
  71. def getParam(paramName: String): Param[Any]

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    Definition Classes
    Params
  72. def getRelevantColumnNames(flatDataFrame: DataFrame, inputs: Array[String]): Array[String]

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    Attributes
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    H2OMOJOFlattenedInput
  73. def getRunTime(): Long

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    Definition Classes
    H2OMOJOModel
  74. def getScoringHistory(): DataFrame

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    Definition Classes
    H2OMOJOModel
  75. def getStartTime(): Long

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    Definition Classes
    H2OMOJOModel
  76. def getTrainingMetrics(): Map[String, Double]

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    Returns a map of all metrics of the Double type calculated on the training dataset.

    Returns a map of all metrics of the Double type calculated on the training dataset.

    Definition Classes
    H2OMOJOModel
  77. def getTrainingMetricsObject(): H2OMetrics

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    Returns an object holding all metrics of the Double type and also more complex performance information calculated on the training dataset.

    Returns an object holding all metrics of the Double type and also more complex performance information calculated on the training dataset.

    Definition Classes
    H2OMOJOModel
  78. def getTrainingParams(): Map[String, String]

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    Definition Classes
    H2OMOJOModel
  79. def getValidationMetrics(): Map[String, Double]

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    Returns a map of all metrics of the Double type calculated on the validation dataset.

    Returns a map of all metrics of the Double type calculated on the validation dataset.

    Definition Classes
    H2OMOJOModel
  80. def getValidationMetricsObject(): H2OMetrics

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    Returns an object holding all metrics of the Double type and also more complex performance information calculated on the validation dataset.

    Returns an object holding all metrics of the Double type and also more complex performance information calculated on the validation dataset.

    Definition Classes
    H2OMOJOModel
  81. def getWithMSECol(): Boolean

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    Definition Classes
    H2OAutoEncoderExtraParams
  82. def getWithOriginalCol(): Boolean

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    Definition Classes
    H2OAutoEncoderExtraParams
  83. final def hasDefault[T](param: Param[T]): Boolean

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    Params
  84. def hasParam(paramName: String): Boolean

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    Params
  85. def hasParent: Boolean

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    Model
  86. def hashCode(): Int

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  87. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean

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    Logging
  88. def initializeLogIfNecessary(isInterpreter: Boolean): Unit

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    Logging
  89. val inputCols: NullableStringArrayParam

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    HasInputColsOnMOJO
  90. def inputColumnNames: Array[String]

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    H2OAutoEncoderMOJOBaseH2OMOJOFlattenedInput
  91. def intArrayParam(name: String, doc: String): IntArrayParam

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  92. def intParam(name: String, doc: String): IntParam

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  93. final def isDefined(param: Param[_]): Boolean

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  94. final def isInstanceOf[T0]: Boolean

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  95. final def isSet(param: Param[_]): Boolean

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  96. def isTraceEnabled(): Boolean

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    Logging
  97. def jsonFieldToDataFrame(outputJson: JsonObject, fieldName: String): DataFrame

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    H2OMOJOModelUtils
  98. def jsonFieldToDoubleArray(outputJson: JsonObject, fieldName: String): Array[Double]

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    H2OMOJOModelUtils
  99. def log: Logger

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    Logging
  100. def logDebug(msg: ⇒ String, throwable: Throwable): Unit

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    Logging
  101. def logDebug(msg: ⇒ String): Unit

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    Logging
  102. def logError(msg: ⇒ String, throwable: Throwable): Unit

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  103. def logError(msg: ⇒ String): Unit

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  104. def logInfo(msg: ⇒ String, throwable: Throwable): Unit

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  105. def logInfo(msg: ⇒ String): Unit

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  106. def logName: String

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  107. def logTrace(msg: ⇒ String, throwable: Throwable): Unit

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  108. def logTrace(msg: ⇒ String): Unit

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  109. def logWarning(msg: ⇒ String, throwable: Throwable): Unit

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  110. def logWarning(msg: ⇒ String): Unit

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    Logging
  111. def longParam(name: String, doc: String): LongParam

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  112. final val modelCategory: NullableStringParam

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    H2OMOJOModel
  113. final val modelDetails: NullableStringParam

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    H2OMOJOModel
  114. def mojoUDF: UserDefinedFunction

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    H2OAutoEncoderMOJOBaseH2OFeatureMOJOModel
  115. final def ne(arg0: AnyRef): Boolean

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  116. final def notify(): Unit

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  117. final def notifyAll(): Unit

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  118. def nullableDataFrameParam(name: String, doc: String): NullableDataFrameParam

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    H2OMOJOModel
  119. def nullableDoubleArrayArrayParam(name: String, doc: String): NullableDoubleArrayArrayParam

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  120. def nullableDoubleArrayParam(name: String, doc: String): NullableDoubleArrayParam

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  121. def nullableFloatArrayParam(name: String, doc: String): NullableFloatArrayParam

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  122. def nullableIntArrayParam(name: String, doc: String): NullableIntArrayParam

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  123. def nullableStringArrayArrayParam(name: String, doc: String): NullableStringArrayArrayParam

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  124. def nullableStringArrayParam(name: String, doc: String): NullableStringArrayParam

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  125. def nullableStringPairArrayParam(name: String, doc: String): NullableStringPairArrayParam

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  126. def nullableStringParam(name: String, doc: String): NullableStringParam

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  127. def outputColumnName: String

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    H2OFeatureMOJOModelH2OMOJOFlattenedInput
  128. def outputSchema: Seq[StructField]

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    H2OAutoEncoderExtraParamsH2OFeatureEstimatorBase
  129. def param[T](name: String, doc: String): Param[T]

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  130. lazy val params: Array[Param[_]]

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  131. var parent: Estimator[H2OMOJOModel]

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    Model
  132. final val runTime: LongParam

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    H2OMOJOModel
  133. def save(path: String): Unit

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    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  134. final val scoringHistory: NullableDataFrameParam

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    H2OMOJOModel
  135. final def set(paramPair: ParamPair[_]): H2OAutoEncoderMOJOBase.this.type

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  136. final def set(param: String, value: Any): H2OAutoEncoderMOJOBase.this.type

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  137. final def set[T](param: Param[T], value: T): H2OAutoEncoderMOJOBase.this.type

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  138. def setDataFrameSerializer(fullClassName: String): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    H2OBaseMOJOParams
  139. final def setDefault(paramPairs: ParamPair[_]*): H2OAutoEncoderMOJOBase.this.type

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  140. final def setDefault[T](param: Param[T], value: T): H2OAutoEncoderMOJOBase.this.type

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  141. def setMSECol(name: String): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    H2OAutoEncoderExtraParams
  142. def setMojo(mojo: File): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    HasMojo
  143. def setMojo(mojo: InputStream, mojoName: String): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    HasMojo
  144. def setMojo(mojo: InputStream): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    HasMojo
  145. def setOriginalCol(name: String): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    H2OAutoEncoderExtraParams
  146. def setOutputCol(name: String): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    HasOutputCol
  147. def setParent(parent: Estimator[H2OMOJOModel]): H2OMOJOModel

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    Definition Classes
    Model
  148. def setWithMSECol(flag: Boolean): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    H2OAutoEncoderExtraParams
  149. def setWithOriginalCol(flag: Boolean): H2OAutoEncoderMOJOBase.this.type

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    Definition Classes
    H2OAutoEncoderExtraParams
  150. final val startTime: LongParam

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    H2OMOJOModel
  151. def stringArrayParam(name: String, doc: String): StringArrayParam

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  152. def stringParam(name: String, doc: String): Param[String]

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  153. final def synchronized[T0](arg0: ⇒ T0): T0

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    AnyRef
  154. def toString(): String

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    Identifiable → AnyRef → Any
  155. final val trainingMetrics: MapStringDoubleParam

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    H2OMOJOModel
  156. final val trainingMetricsObject: NullableMetricsParam

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    H2OMOJOModel
  157. final val trainingParams: MapStringStringParam

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    H2OMOJOModel
  158. def transform(dataset: Dataset[_]): DataFrame

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    Definition Classes
    H2OFeatureMOJOModel → Transformer
  159. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame

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    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  160. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame

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    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  161. def transformSchema(schema: StructType): StructType

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    Definition Classes
    H2OFeatureEstimatorBase → PipelineStage
  162. def transformSchema(schema: StructType, logging: Boolean): StructType

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    Attributes
    protected
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    PipelineStage
    Annotations
    @DeveloperApi()
  163. def unwrapMojoModel(): MojoModel

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    The method returns an internal H2O-3 mojo model, which can be subsequently used with EasyPredictModelWrapper to perform predictions on individual rows.

    The method returns an internal H2O-3 mojo model, which can be subsequently used with EasyPredictModelWrapper to perform predictions on individual rows.

    Definition Classes
    H2OMOJOModel
  164. def validate(schema: StructType): Unit

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    Attributes
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    H2OAutoEncoderExtraParamsH2OFeatureEstimatorBase
  165. final val validationMetrics: MapStringDoubleParam

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    H2OMOJOModel
  166. final val validationMetricsObject: NullableMetricsParam

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    H2OMOJOModel
  167. final def wait(): Unit

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    Definition Classes
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    Annotations
    @throws( ... )
  168. final def wait(arg0: Long, arg1: Int): Unit

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    Definition Classes
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    @throws( ... )
  169. final def wait(arg0: Long): Unit

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    @throws( ... )
  170. def write: MLWriter

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    Definition Classes
    H2OMOJOWritable → MLWritable

Inherited from H2OAutoEncoderExtraParams

Inherited from HasInputColsOnMOJO

Inherited from HasOutputCol

Inherited from H2OFeatureMOJOModel

Inherited from H2OFeatureEstimatorBase

Inherited from H2OMOJOModel

Inherited from HasFeatureTypesOnMOJO

Inherited from H2OBaseMOJOParams

Inherited from HasDataFrameSerializer

Inherited from SpecificMOJOParameters

Inherited from H2OMOJOModelUtils

Inherited from Logging

Inherited from H2OMOJOWritable

Inherited from MLWritable

Inherited from HasMojo

Inherited from H2OMOJOFlattenedInput

Inherited from Model[H2OMOJOModel]

Inherited from Transformer

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped